{"id":"W4412846014","doi":"10.1177/15569845251361492","title":"MENDing Recovery: Comprehensive Perioperative Care Cuts Hospital Stay After Minimally Invasive CABG","year":2025,"lang":"en","type":"article","venue":"Innovations Technology and Techniques in Cardiothoracic and Vascular Surgery","topic":"Enhanced Recovery After Surgery","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; McGill University; University of British Columbia","funders":"","keywords":"Medicine; Perioperative; Intensive care unit; Bypass grafting; Retrospective cohort study; Emergency medicine; Coronary artery disease; Hospital readmission; Artery; Single Center; Surgery; Intensive care medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003847948,0.0003317659,0.000905955,0.003038855,0.0001767649,0.00004648995,0.00007988783,0.0006019163,0.000009495292],"category_scores_gemma":[0.000419507,0.0003299761,0.000180037,0.00252405,0.0003674167,0.00027784,0.0002202465,0.0006469526,0.000001366568],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002008159,"about_ca_system_score_gemma":0.0003348045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001700308,"about_ca_topic_score_gemma":0.00001343174,"domain_scores_codex":[0.998159,0.00009868333,0.0005732963,0.0006494829,0.0001599894,0.0003595505],"domain_scores_gemma":[0.9984689,0.0003570242,0.00011221,0.0005013205,0.0005135069,0.0000470663],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002372233,0.000133278,0.835222,0.0008408133,0.0008105464,0.0005212344,0.0008962764,8.907797e-7,0.006819123,0.003364312,0.0006730075,0.1504813],"study_design_scores_gemma":[0.001985167,0.0009442279,0.4859722,0.009393943,0.0008675524,0.0004928804,0.01312112,0.0000238066,0.3582371,0.004658234,0.1217204,0.002583423],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9797389,0.01325433,0.003099543,0.0008991179,0.0002735652,0.000836303,0.0000289812,0.0003921636,0.001477131],"genre_scores_gemma":[0.9858796,0.004232631,0.008433412,0.0004707996,0.00004082543,0.0006826173,0.00005305208,0.00003141438,0.0001756731],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3514179,"threshold_uncertainty_score":0.9999152,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008562368020965551,"score_gpt":0.2811001071224529,"score_spread":0.2725377391014873,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}